To speed up Selenium tests, it's essential to design your tests independently and keep them short, ideally under 20 steps. This allows for parallel testing with all tests running simultaneously. Additionally, pre-populating cookies before starting each test can significantly reduce login time, making tests run faster. By logging into the user via server-side logic and pushing the cookie into the browser via Selenium, developers can achieve clean browsers while maintaining fast test execution times.